Supplemental Documentation for Scenario Suite

EPA's Power Sector Modeling Platform v6 using IPM

May 2018

1. Introduction

This document describes a suite of scenario runs conducted with EPA's Power Sector Modeling Platform
v6 using IPM (EPA Platform v6). It is supplemental to the full-fledged documentation of EPA Platform v6,
which explains the model parameters, assumptions, and data inputs used in the initial run. This
supplemental document details the input assumptions, data or parameters changed, and tested in each
scenario run incremental to the initial run. Table 1 lists the scenario runs documented in the following
sections of this document.

Table 1 Suite of Scenario Runs Incremental to the Initial Run using EPA Platform v6

IPM Run Name

IPM Run Description

High Demand

Adopted from AEO 2018 high electricity demand case

Low Demand

Adopted from AEO 2018 low electricity demand case

High RE Technology Cost

Using NREL ATB 2017 high RE technology cost case

Low RE Technology Cost

Using NREL ATB 2017 low RE technology cost case

Higher Natural Gas Cost

Reflecting lower resource recovery and higher LNG exports

Tax Law Update

Reflecting The Tax Cuts and Jobs Act of 2017

For any information pertaining to any other parameters, input data, and modeling assumptions (that is not
contained in this document), please consult the EPA Platform v6 full-fledged documentation available at
https://www.epa.qov/airmarkets/documentation-epas-power-sector-modelinq-platform-v6

2. High Demand

EPA Platform v6 high demand scenario run has adopted the growth in demand underlying the AEO 2018
high economic growth case. The electricity demand is calculated as the summation of AEO 2017 no CPP
case demand and the difference in demands between the AEO 2018 High Economic Growth with no CPP
and AEO 2018 no CPP cases. The scenario run implies 2.3% higher demand by 2030 and 8.7% higher
demand by 2050 incremental to the initial run.

For the high demand scenario, Table 2 and Table 3 present the net energy for load on a national and
regional basis respectively. Table 4 illustrates the national sum of each region's seasonal peak demand
and Table 43 presents each region's seasonal peak demand. In the EPA Platform v6 full-fledged
documentation, Table 2 and Table 3 correspond to Table 3-2 and Table 3-3 respectively and Table 4 and
Table 43 correspond to Table 3-4 and Table 3-18 respectively.

1


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Table 2 Electric Load Assumptions for the High Demand Scenario

Year

Net Energy for Load (Billions of kWh)

2021

4,107

2023

4,201

2025

4,288

2030

4,463

2035

4,643

2040

4,890

2045

5,138

2050

5,400

Table 3 Regional Electric Load Assumptions for the High Demand Scenario

IPM Region

Net Energy for Load (Billions of kWh)

2021

2023

2025

2030

2035

2040

2045

2050

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

349

361

372

396

418

447

473

498

28

29

30

31

33

35

38

40

233

238

245

260

274

291

307

326

31

32

33

35

37

40

43

45

37

38

39

42

44

47

50

53

22

23

23

25

26

28

30

32

22

22

23

24

25

26

28

29

48

49

50

52

54

56

59

62

97

100

102

105

109

114

120

127

46

48

49

52

55

59

63

66

101

103

104

108

111

117

123

129

8

9

9

9

10

10

11

11

30

31

31

33

34

36

38

40

90

92

94

98

103

108

115

121

41

42

42

44

46

48

50

53

32

34

35

37

39

42

44

47

55

56

57

59

61

65

69

73

30

30

31

31

31

32

33

33

11

11

11

11

11

11

11

12

79

79

80

80

82

83

85

86

15

15

15

15

15

16

16

17

9

10

10

10

10

10

10

10

23

23

23

23

24

24

25

25

6

6

6

6

6

6

7

7

11

11

11

11

11

12

12

12

ERC_FRNT
ERC_GWAY
ERC_PHDL
ERC_REST
ERC_WEST

FRCC
MIS_AMSO

MIS_AR
MIS_D_MS
MIS_IA

MIS	IL

MIS_INKY
MIS_LA
MIS_LMI
MIS_MAPP
MIS_MIDA
MIS_MNWI

MIS_MO
MIS_WOTA
MIS_WUMS
NENG_CT
NENG_ME
NENGREST
NY_Z_A
NY_Z_B
NY_Z_C&E
NY_Z_D
NY Z F


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IPM Region

Net Energy for Load (Billions of kWh)



2021

2023

2025

2030

2035

2040

2045

2050

NY_Z_G-I

18

19

19

19

18

19

19

19

NY_Z_J

51

51

50

50

49

49

49

50

NY_Z_K

22

22

22

22

22

22

22

22

PJM_AP

48

49

50

51

53

56

59

62

PJM_ATSI

70

72

73

76

78

82

86

91

PJM_COMD

102

105

107

110

114

120

126

133

PJM_Dom

98

101

104

110

115

123

130

138

PJM_EMAC

139

141

143

146

149

155

160

167

PJM_PENE

17

17

17

18

18

19

20

20

PJM_SMAC

64

65

65

67

68

71

73

76

PJM_West

213

218

222

230

238

250

263

278

PJM_WMAC

56

56

57

58

59

62

64

66

S_C_KY

33

34

35

36

38

40

42

44

S_C_TVA

179

185

190

199

207

218

230

244

S_D_AECI

18

19

19

20

20

21

22

24

S_SOU

251

260

267

281

294

312

329

348

S_VACA

226

233

240

253

266

283

300

319

SPP_KIAM

0

0

0

0

0

0

0

0

SPP_N

71

73

75

78

81

85

90

95

SPP_NEBR

34

35

35

37

38

41

43

45

SPP_SPS

30

31

32

34

36

38

40

43

SPP_WAUE

23

24

24

25

26

28

29

31

SPP_WEST

132

136

141

149

157

168

178

188

WEC_BANC

14

14

14

14

15

15

16

16

WEC_CALN

112

112

113

114

116

120

125

129

WEC_LADW

28

28

28

28

28

30

31

32

WEC_SDGE

22

22

22

22

22

23

24

25

WECC_AZ

89

91

93

99

104

110

115

120

WECC_CO

63

64

66

70

73

78

82

86

WECC_ID

23

23

23

24

25

26

27

28

WECC_IID

4

5

5

5

5

5

5

6

WECC_MT

13

13

13

14

14

15

16

16

WECC_NM

23

24

24

26

27

29

30

32

WECC_NNV

13

13

13

13

14

15

15

16

WECC_PNW

174

176

178

184

190

199

209

217

WECC_SCE

110

110

110

111

114

118

122

127

WECC_SNV

26

27

28

29

31

33

34

36

WECC_UT

28

28

29

29

30

32

33

35

WECC WY

17

17

18

18

19

20

21

22

3


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Table 4 National Non-Coincidental Net Internal Demand for the High Demand Scenario

Year

Peak Demand (GW)

Winter

Winter Shoulder

Summer

2021

657

607

775

2023

672

620

791

2025

688

634

809

2030

720

663

847

2035

753

693

888

2040

796

731

939

2045

841

772

994

2050

887

813

1048

3. Low Demand

EPA Platform v6 low demand scenario run has adopted demand data from AEO 2018 with CPP case.
This scenario run implies 4.2% lower demand by 2030 and 5.2% lower demand by 2050 incremental to
the initial run.

For the low demand scenario, Table 5 and Table 6 present the net energy for load on a national and
regional basis respectively. Table 7 illustrates the national sum of each region's seasonal peak demand
and Table 44 presents each region's seasonal peak demand. In the EPA Platform v6 full-fledged
documentation, Table 5 and Table 6 correspond to Table 3-2 and Table 3-3 respectively and Table 7 and
Table 44 correspond to Table 3-4 and Table 3-18 respectively.

Table 5 Electric Load Assumptions for the Low Demand Scenario

Year

Net Energy for Load (Billions of kWh)

2021

4,066

2023

4,084

2025

4,109

2030

4,178

2035

4,266

2040

4,404

2045

4,549

2050

4,711

Table 6 Regional Electric Load Assumptions for the Low Demand Scenario

IPM Region

Net Energy for Load (Billions of kWh)



2021

2023

2025

2030

2035

2040

2045

2050

ERC_FRNT

0

0

0

0

0

0

0

0

ERC_GWAY

0

0

0

0

0

0

0

0

ERC_PHDL

0

0

0

0

0

0

0

0

ERC_REST

351

356

361

374

388

406

423

440

ERC_WEST

28

28

29

30

31

32

34

35

FRCC

239

240

242

248

257

269

282

296

MIS AMSO

33

34

34

36

37

39

40

41


-------
IPM Region

Net Energy for Load (Billions of kWh)



2021

2023

2025

2030

2035

2040

2045

2050

MIS_AR

39

40

41

42

43

45

47

48

MIS_D_MS

23

23

24

25

25

27

27

28

MIS_IA

22

22

22

23

23

24

25

25

MIS	IL

46

46

47

47

48

50

51

53

MISJNKY

93

93

94

95

97

99

102

105

MIS_LA

48

48

49

51

53

55

57

59

MIS_LMI

102

102

102

103

105

107

110

114

MIS_MAPP

8

8

9

9

9

9

10

10

MIS_MIDA

30

30

30

31

32

33

34

35

MIS_MNWI

89

90

91

93

95

99

102

105

MIS_MO

39

39

40

40

41

42

44

45

MIS_WOTA

35

35

36

37

38

40

42

43

MIS_WUMS

65

65

66

67

68

70

72

74

NENG_CT

30

29

29

28

28

28

28

28

NENG_ME

10

10

10

10

10

10

10

10

NENGREST

77

75

75

73

72

72

72

72

NY_Z_A

16

16

16

15

15

15

15

16

NY_Z_B

10

10

10

10

10

10

10

10

NY_Z_C&E

24

24

24

23

23

23

24

24

NY_Z_D

7

6

6

6

6

6

6

6

NY_Z_F

12

12

11

11

11

11

11

11

NY_Z_G-I

18

18

18

18

17

17

17

18

NY_Z_J

47

46

46

44

43

42

42

43

NY_Z_K

20

20

19

19

18

18

19

19

PJM_AP

45

45

46

46

47

48

50

51

PJM_ATSI

67

67

67

68

70

71

73

75

PJM_COMD

97

97

98

100

101

104

107

110

PJM_Dom

97

98

99

102

105

109

114

119

PJM_EMAC

138

137

136

135

136

138

141

145

PJM_PENE

17

17

17

17

17

17

17

18

PJM_SMAC

63

63

62

62

62

63

65

66

PJM_West

203

203

205

208

212

217

223

230

PJM_WMAC

55

55

54

54

54

55

56

58

S_C_KY

31

32

32

33

34

35

36

38

S_C_TVA

173

175

177

182

187

193

200

207

S_D_AECI

18

18

18

18

18

19

20

20

S_SOU

237

240

243

250

257

267

278

288

S_VACA

224

226

228

235

243

253

263

274

SPP_KIAM

0

0

0

0

0

0

0

0

SPP_N

71

71

72

74

75

78

81

84

SPP_NEBR

34

34

34

35

36

37

38

39

SPP SPS

29

29

30

31

32

33

35

36

5


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IPM Region

Net Energy for Load (Billions of kWh)

2021

2023

2025

2030

2035

2040

2045

2050

SPP_WAUE

23

23

23

24

24

25

26

27

SPP_WEST

128

130

132

137

142

148

154

160

WEC_BANC

14

14

14

14

13

14

14

14

WEC_CALN

110

110

108

107

106

108

110

114

WEC_LADW

27

27

27

26

26

26

27

28

WEC_SDGE

21

21

21

21

20

21

21

22

WECC_AZ

90

91

92

94

97

102

107

113

WECC_CO

66

67

68

70

72

75

79

83

WECCJD

22

22

22

23

23

24

24

25

WECC_IID

4

5

5

5

5

5

5

5

WECC_MT

13

13

13

13

13

14

14

15

WECC_NM

24

24

24

25

26

27

28

30

WECC_NNV

13

13

13

13

13

13

14

14

WECC_PNW

172

172

173

174

176

181

188

195

WECC_SCE

108

107

106

105

104

106

108

112

WECC_SNV

27

27

27

28

29

30

32

33

WECC_UT

28

28

28

28

28

29

30

31

WECC WY

17

17

17

18

18

19

19

20

Table 7 National Non-Coincidental Net Internal Demand for the Low Demand Scenario

Year

Peak Demand (GW)

Winter

Winter Shoulder

Summer

2021

651

602

767

2023

653

604

769

2025

659

608

775

2030

673

620

792

2035

694

638

818

2040

722

663

853

2045

754

690

892

2050

790

721

938

4. High Renewable Energy Technology Cost

EPA Platform v6 high renewable energy technology cost scenario run uses cost data from NREL ATB
high levelized cost for energy (LCOE) case as opposed to mid-level LCOE case in the initial run. This
translates into 42% higher LCOE for onshore wind and 77% higher LCOE for solar PV over the 2030 to
2050 period. While the high LCOE assumptions for new solar PV, new solar thermal, and new onshore
wind units are from NREL ATB 2017, the assumptions for new offshore wind units are from NREL ATB
2016.

Table 8 lists updates included in EPA Platform v6 high renewable energy technology cost scenario that
are supplemental to the EPA Platform v6.

6


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Table 8 Updates in the High Renewable Energy Technology Cost Scenario

Description

Table

Corresponding
Table in EPA
Platform v6

Short-Term Capital Cost Adders for New Power Plants in High RE Technology
Cost Scenario

Table 9

Table 4-14

Performance and Unit Cost Assumptions for Potential (New) Renewable
Capacity in High RE Technology Cost Scenario

Table 10

Table 4-16

Onshore Average Capacity Factor by Wind TRG1 and Vintage in High RE
Technology Cost Scenario

Table 11

Table 4-20

Onshore Reserve Margin Contribution by Wind TRG and Vintage in High RE
Technology Cost Scenario

Table 12

Table 4-21

Offshore Shallow Average Capacity Factor by Wind TRG and Vintage in High
RE Technology Cost Scenario

Table 13

Table 4-22

Offshore Shallow Reserve Margin Contribution by Wind TRG and Vintage in
High RE Technology Cost Scenario

Table 14

Table 4-23

Offshore Mid-Depth Average Capacity Factor by Wind TRG and Vintage in High
RE Technology Cost Scenario

Table 15

Table 4-24

Offshore Mid-Depth Reserve Margin Contribution by Wind TRG and Vintage in
High RE Technology Cost Scenario

Table 16

Table 4-25

Offshore Deep Average Capacity Factor by Wind TRG and Vintage in High RE
Technology Cost Scenario

Table 17

Table 4-26

Offshore Deep Reserve Margin Contribution by Wind TRG and Vintage in High
RE Technology Cost Scenario

Table 18

Table 4-27

Solar Photovoltaic Reserve Margin Contribution by Resource Class in High RE
Technology Cost Scenario

Table 19

Table 4-32

Wind Generation Profiles in High RE Technology Cost Scenario

Table 45

Table 4-37

Solar Photovoltaic Generation Profiles in High RE Technology Cost Scenario

Table 46

Table 4-41

Solar Photovoltaic Capacity Factor by Resource Class and Cost Class in High
RE Technology Cost Scenario

Table 47

Table 4-44

1 TRG - Techno-resource group

7


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Table 9 Short-Term Capital Cost Adders for New Power Plants in the High Renewable Energy Technology Cost Scenario

Plant Type



2021

2023

2025

2030

2035



Step 1

Step 2

Step 3

Step 1

Step 2

Step 3

Step 1

Step 2

Step 3

Step 1

Step 2

Step 3

Step 1

Step 2

Step 3

Biomass

Upper Bound (MW)

1,904

3,312

No Limit

1,270

2,208

No Limit

1,270

2,208

No Limit

3,174

5,520

No Limit

3,174

5,520

No Limit

Adder ($/kW)

-

1,714

5,443

-

1,685

5,352

-

1,646

5,230

-

1,543

4,903

-

1,466

4,658

Coal Steam - UPC

Upper Bound (MW)

18361

31,932

No Limit

12,241

21,288

No Limit

12,241

21,288

No Limit

30,602

53,220

No Limit

30,602

53,220

No Limit

Adder ($/kW)

-

1,640

5,209

-

1,610

5,115

-

1,572

4,992

-

1,468

4,664

-

1,390

4,415

Combined Cycle

Upper Bound (MW)

132,125

229,782

No Limit

88,083

153,188

No Limit

88,083

153,188

No Limit

220,208

382,970

No Limit

220,208

382,970

No Limit

Adder ($/kW)

-

490

1,555

-

481

1,528

-

469

1,491

-

433

1,376

-

406

1,290

Combustion Turbine

Upper Bound (MW)

66,275

115,260

No Limit

44,183

76,840

No Limit

44,183

76,840

No Limit

110,458

192,100

No Limit

110,458

192,100

No Limit

Adder ($/kW)

-

298

945

-

291

924

-

281

893

-

255

809

-

235

747

Fuel Cell

Upper Bound (MW)

1,725

3,000

No Limit

1,150

2,000

No Limit

1,150

2,000

No Limit

2,875

5,000

No Limit

2,875

5,000

No Limit

Adder ($/kW)

-

3,101

9,850

-

3,007

9,551

-

2,896

9,200

-

2,615

8,305

-

2,386

7,578

Geothermal

Upper Bound (MW)

883

1,536

No Limit

589

1,024

No Limit

589

1,024

No Limit

1,472

2,560

No Limit

1,472

2,560

No Limit

Adder ($/kW)

-

3,772

11,983

-

3,763

11,954

-

3,744

11,892

-

3,700

11,754

-

3,636

11,549

Landfill Gas

Upper Bound (MW)

625

1,088

No Limit

417

725

No Limit

417

725

No Limit

1,042

1,813

No Limit

1,042

1,813

No Limit

Adder ($/kW)

-

3,979

12,639

-

3,915

12,437

-

3,822

12,140

-

3,577

11,361

-

3,379

10,733

Nuclear

Upper Bound (MW)

32,327

56,220

No Limit

21,551

37,480

No Limit

21,551

37,480

No Limit

53,878

93,700

No Limit

53,878

93,700

No Limit

Adder ($/kW)

-

2,499

7,939

-

2,347

7,456

-

2,287

7,264

-

2,127

6,757

-

2,005

6,368

Solar Thermal

Upper Bound (MW)

2,830

4,921

No Limit

1,886

3,281

No Limit

1,886

3,281

No Limit

4,716

8,202

No Limit

4,716

8,202

No Limit

Adder ($/kW)

-

2,340

7,432

-

2,840

9,022

-

2,830

8,989

-

2,806

8,913

-

2,771

8,801

Solar PV

Upper Bound (MW)

25,858

46,265

No Limit

18,406

32,011

No Limit

18,406

32,011

No Limit

46,016

80,027

No Limit

46,016

80,027

No Limit

Adder ($/kW)

-

513

1,629

-

590

1,874

-

590

1,874

-

590

1,874

-

590

1,874

Onshore Wind

Upper Bound (MW)

33,941

67,466

No Limit

30,238

52,588

No Limit

30,238

52,588

No Limit

75,595

131,470

No Limit

75,595

131,470

No Limit

Adder ($/kW)

-

700

2,222

-

699

2,219

-

697

2,213

-

693

2,200

-

687

2,181

Offshore Wind

Upper Bound (MW)

1,725

3,000

No Limit

1,150

2,000

No Limit

1,150

2,000

No Limit

2,875

5,000

No Limit

2,875

5,000

No Limit

Adder ($/kW)

-

2,475

7,863

-

2,472

7,853

-

2,466

7,832

-

2,451

7,786

-

2,429

7,717

Hydro

Upper Bound (MW)

10,360

18,018

No Limit

6,907

12,012

No Limit

6,907

12,012

No Limit

17,267

30,030

No Limit

17,267

30,030

No Limit

Adder ($/kW)

-

1,043

3,313

-

1,043

3,313

-

1,043

3,313

-

1,043

3,313

-

1,043

3,313

8


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Table 10 Performance and Unit Cost Assumptions for Potential (New) Renewable Capacity in the
High Renewable Energy Technology Cost Scenario



Solar PV

Solar Thermal

Onshore Wind

Offshore Wind

Size (MW)

150

100

100

400

First Year Available

2021

2021

2021

2021

Lead Time (Years)

1

3

3

3

Availability

90%

90%

95%

95%

Generation Capability

Generation
Profile

Economic
Dispatch

Generation
Profile

Generation
Profile

Vintage #1 (2021)

Capital (2016$/kW)

Fixed O&M (2016$/kW/yr)
Variable O&M (2016$/MWh)

1,514
13.17
0.0

6,983
66.87
4.1

1,560
51.67
0.0

5,521
137.22
0.0

Vintage #2 (2023)

Capital (2016$/kW)

Fixed O&M (2016$/kW/yr)
Variable O&M (2016$/MWh)

1,514
13.17
0.0

6,983
66.87
4.1

1,560
51.67
0.0

5,521
137.22
0.0

Vintage #3 (2025)

Capital (2016$/kW)

Fixed O&M (2016$/kW/yr)
Variable O&M (2016$/MWh)

1,514
13.17
0.0

6,983
66.87
4.1

1,560
51.67
0.0

5,521
137.22
0.0

Vintage #4 (2030)

Capital (2016$/kW)

Fixed O&M (2016$/kW/yr)
Variable O&M (2016$/MWh)

1,514
13.17
0.0

6,983
66.87
4.1

1,560
51.67
0.0

5,521
137.22
0.0

Vintage #5 (2035)

Capital (2016$/kW)

Fixed O&M (2016$/kW/yr)
Variable O&M (2016$/MWh)

1,514
13.17
0.0

6,983
66.87
4.1

1,560
51.67
0.0

5,521
137.22
0.0

Vintage #6 (2040)

Capital (2016$/kW)

Fixed O&M (2016$/kW/yr)
Variable O&M (2016$/MWh)

1,514
13.17
0.0

6,983
66.87
4.1

1,560
51.67
0.0

5,521
137.22
0.0

Vintage #7 (2045)

Capital (2016$/kW)

Fixed O&M (2016$/kW/yr)
Variable O&M (2016$/MWh)

1,514
13.17
0.0

6,983
66.87
4.1

1,560
51.67
0.0

5,521
137.22
0.0

Vintage #8 (2050)

Capital (2016$/kW)

Fixed O&M (2016$/kW/yr)
Variable O&M (2016$/MWh)

1,514
13.17
0.0

6,983
66.87
4.1

1,560
51.67
0.0

5,521
137.22
0.0

9


-------
Table 11 Onshore Average Capacity Factor by Wind TRG and Vintage in the High Renewable

Energy Technology Cost Scenario

TRG

Capacity Factor

Vintage #1 (2021-2054)

Vintage #2 (2030-2054)

Vintage #3 (2040-2054)

1

47%

47%

47%

2

46%

46%

46%

3

45%

45%

45%

4

44%

44%

44%

5

41%

41%

41%

6

36%

36%

36%

7

31%

31%

31%

8

25%

25%

25%

9

18%

18%

18%

10

11%

11%

11%

Table 12 Onshore Reserve Margin Contribution by Wind TRG and Vintage in the High Renewable

Energy Technology Cost Scenario

TRG

Vintage #1 (2021-2054)

Vintage #2 (2030-2054)

Vintage #3 (2040-2054)

1

0% - 69%

0% - 69%

0% - 69%

2

0% - 89%

0% - 89%

0% - 89%

3

0% - 89%

0% - 89%

0% - 89%

4

0% - 85%

0% - 85%

0% - 85%

5

0% - 78%

0% - 78%

0% - 78%

6

0% - 58%

0% - 58%

0% - 58%

7

0% - 45%

0% - 45%

0% - 45%

8

0% - 27%

0% - 27%

0% - 27%

Table 13 Offshore Shallow Average Capacity Factor by Wind TRG and Vintage in the High
Renewable Energy Technology Cost Scenario

TRG

Capacity Factor

Vintage #1 (2021-2054)

Vintage #2 (2030-2054)

Vintage #3 (2040-2054)

1

47%

47%

47%

2

43%

43%

43%

3

40%

40%

40%

Table 14 Offshore Shallow Reserve Margin Contribution by Wind TRG and Vintage in the High

Renewable Energy Technology Cost Scenario

TRG

Vintage #1 (2021-2054)

Vintage #2 (2030-2054)

Vintage #3 (2040-2054)

1

1 % - 82%

1 % - 82%

1 % - 82%

2

0% - 82%

0% - 82%

0% - 82%

3

0% - 84%

0% - 84%

0% - 84%

10


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Table 15 Offshore Mid-Depth Average Capacity Factor by Wind TRG and Vintage in the High

Renewable Energy Technology Cost Scenario

TRG

Capacity Factor

Vintage #1 (2021-2054)

Vintage #2 (2030-2054)

Vintage #3 (2040-2054)

5

47%

47%

47%

6

44%

44%

44%

Table 16 Offshore Mid-Depth Reserve Margin Contribution by Wind TRG and Vintage in the High

Renewable Energy Technology Cost Scenario

TRG

Vintage #1 (2021-2054)

Vintage #2 (2030-2054)

Vintage #3 (2040-2054)

5

0% - 78%

0% - 78%

0% - 78%

6

0% - 76%

0% - 76%

0% - 76%

Table 17 Offshore Deep Average Capacity Factor by Wind TRG and Vintage in the High Renewable

Energy Technology Cost Scenario

TRG

Capacity Factor

Vintage #1 (2021-2054)

Vintage #2 (2030-2054)

Vintage #3 (2040-2054)

8

49%

49%

49%

Table 18 Offshore Deep Reserve Margin Contribution by Wind TRG and Vintage in the High
Renewable Energy Technology Cost Scenario

TRG

Vintage #1 (2021-2054)

Vintage #2 (2030-2054)

Vintage #3 (2040-2054)

8

0% - 68%

0% - 68%

0% - 68%

Table 19 Solar Photovoltaic Reserve Margin Contribution by Resource Class in the High
Renewable Energy Technology Cost Scenario



Resource Class

CO
CO

CO
CM

Reserve Margin Contribution

0% -11% 0% - 29% 0% - 49% 0% - 46% 0% - 47% 0% - 51% 0% - 45%

5. Low Renewable Energy Technology Cost

EPA Platform v6 low renewable energy technology cost scenario run has uses data from NREL ATB low
LCOE case as opposed to mid-level LCOE case in the initial run. This translates into 26% lower LCOE
for onshore wind and 30% lower LCOE for solar PV over the 2030 to 2050 period. While the low LCOE
assumptions for new solar PV, new solar thermal, and new onshore wind units are from NREL ATB 2017,
the assumptions for new offshore wind units are from NREL ATB 2016.

Table 20 lists updates included in EPA Platform v6 low renewable energy technology cost scenario that
are supplemental to the EPA Platform v6.

11


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Table 20 Updates in the Low Renewable Energy Technology Cost Scenario

Description

Table

Corresponding
Table in EPA
Platform v6

Short-Term Capital Cost Adders for New Power Plants in Low RE Technology Cost
Scenario

Table 21

Table 4-14

Performance and Unit Cost Assumptions for Potential (New) Renewable Capacity in Low
RE Technology Cost Scenario

Table 22

Table 4-16

Onshore Average Capacity Factor by Wind TRG and Vintage in Low RE Technology Cost
Scenario

Table 23

Table 4-20

Onshore Reserve Margin Contribution by Wind TRG and Vintage in Low RE Technology
Cost Scenario

Table 24

Table 4-21

Offshore Shallow Average Capacity Factor by Wind TRG and Vintage in Low RE
Technology Cost Scenario

Table 25

Table 4-22

Offshore Shallow Reserve Margin Contribution by Wind TRG and Vintage in Low RE
Technology Cost Scenario

Table 26

Table 4-23

Offshore Mid-Depth Average Capacity Factor by Wind TRG and Vintage in Low RE
Technology Cost Scenario

Table 27

Table 4-24

Offshore Mid-Depth Reserve Margin Contribution by Wind TRG and Vintage in Low RE
Technology Cost Scenario

Table 28

Table 4-25

Offshore Deep Average Capacity Factor by Wind TRG and Vintage in Low RE
Technology Cost Scenario

Table 29

Table 4-26

Offshore Deep Reserve Margin Contribution by Wind TRG and Vintage in Low RE
Technology Cost Scenario

Table 30

Table 4-27

Solar Photovoltaic Reserve Margin Contribution by Resource Class in Low RE
Technology Cost Scenario

Table 31

Table 4-32

Wind Generation Profiles in Low RE Technology Cost Scenario

Table 48

Table 4-37

Solar Photovoltaic Generation Profiles in Low RE Technology Cost Scenario

Table 49

Table 4-41

Solar Photovoltaic Capacity Factor by Resource Class and Cost Class in Low RE
Technology Cost Scenario

Table 50

Table 4-44

12


-------
Table 21 Short-Term Capital Cost Adders for New Power Plants in the Low Renewable Energy Technology Cost Scenario

Plant Type



2021

2023

2025

2030

2035



Step 1

Step 2

Step 3

Step 1

Step 2

Step 3

Step 1

Step 2

Step 3

Step 1

Step 2

Step 3

Step 1

Step 2

Step 3

Biomass

Upper Bound (MW)

1,904

3,312

No limit

1,270

2,208

No limit

1,270

2,208

No limit

3,174

5,520

No limit

3,174

5,520

No limit

Adder ($/kW)

-

1,714

5,443

-

1,685

5,352

-

1,646

5,230

-

1,543

4,903

-

1,466

4,658

Coal Steam - UPC

Upper Bound (MW)

18361

31,932

No limit

12,241

21,288

No limit

12,241

21,288

No limit

30,602

53,220

No limit

30,602

53,220

No limit

Adder ($/kW)

-

1,640

5,209

-

1,610

5,115

-

1,572

4,992

-

1,468

4,664

-

1,390

4,415

Combined Cycle

Upper Bound (MW)

132,125

229,782

No limit

88,083

153,188

No limit

88,083

153,188

No limit

220,208

382,970

No limit

220,208

382,970

No limit

Adder ($/kW)

-

490

1,555

-

481

1,528

-

469

1,491

-

433

1,376

-

406

1,290

Combustion Turbine

Upper Bound (MW)

66,275

115,260

No limit

44,183

76,840

No limit

44,183

76,840

No limit

110,458

192,100

No limit

110,458

192,100

No limit

Adder ($/kW)

-

298

945

-

291

924

-

281

893

-

255

809

-

235

747

Fuel Cell

Upper Bound (MW)

1,725

3,000

No limit

1,150

2,000

No limit

1,150

2,000

No limit

2,875

5,000

No limit

2,875

5,000

No limit

Adder ($/kW)

-

3,101

9,850

-

3,007

9,551

-

2,896

9,200

-

2,615

8,305

-

2,386

7,578

Geothermal

Upper Bound (MW)

883

1,536

No limit

589

1,024

No limit

589

1,024

No limit

1,472

2,560

No limit

1,472

2,560

No limit

Adder ($/kW)

-

3,772

11,983

-

3,763

11,954

-

3,744

11,892

-

3,700

11,754

-

3,636

11,549

Landfill Gas

Upper Bound (MW)

625

1,088

No limit

417

725

No limit

417

725

No limit

1,042

1,813

No limit

1,042

1,813

No limit

Adder ($/kW)

-

3,979

12,639

-

3,915

12,437

-

3,822

12,140

-

3,577

11,361

-

3,379

10,733

Nuclear

Upper Bound (MW)

32,327

56,220

No limit

21,551

37,480

No limit

21,551

37,480

No limit

53,878

93,700

No limit

53,878

93,700

No limit

Adder ($/kW)

-

2,499

7,939

-

2,347

7,456

-

2,287

7,264

-

2,127

6,757

-

2,005

6,368

Solar Thermal

Upper Bound (MW)

2,830

4,921

No limit

1,886

3,281

No limit

1,886

3,281

No limit

4,716

8,202

No limit

4,716

8,202

No limit

Adder ($/kW)

-

2,171

6,897

-

2,368

7,523

-

2,094

6,653

-

1,427

4,532

-

1,253

3,982

Solar PV

Upper Bound (MW)

25,858

46,265

No limit

18,406

32,011

No limit

18,406

32,011

No limit

46,016

80,027

No limit

46,016

80,027

No limit

Adder ($/kW)

-

312

991

-

327

1,039

-

308

979

-

261

830

-

235

747

Onshore Wind

Upper Bound (MW)

33,941

67,466

No limit

30,238

52,588

No limit

30,238

52,588

No limit

75,595

131,470

No limit

75,595

131,470

No limit

Adder ($/kW)

-

672

2,135

-

630

2,001

-

584

1,856

-

462

1,469

-

444

1,410

Offshore Wind

Upper Bound (MW)

1,725

3,000

No limit

1,150

2,000

No limit

1,150

2,000

No limit

2,875

5,000

No limit

2,875

5,000

No limit

Adder ($/kW)

-

1,978

6,283

-

1,781

5,657

-

1,710

5,430

-

1,537

4,883

-

1,446

4,593

Hydro

Upper Bound (MW)

10,360

18,018

No limit

6,907

12,012

No limit

6,907

12,012

No limit

17,267

30,030

No limit

17,267

30,030

No limit

Adder ($/kW)

-

1,043

3,313

-

1,043

3,313

-

1,043

3,313

-

1,043

3,313

-

1,043

3,313

13


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Table 22 Performance and Unit Cost Assumptions for Potential (New) Renewable and Non-
Conventional Technology Capacity in the Low Renewable Energy Technology Cost Scenario



Solar PV

Solar Thermal

Onshore Wind

Offshore Wind

Size (MW)

150

100

100

400

First Year Available

2021

2021

2021

2021

Lead Time (Years)

1

3

3

3

Availability

90%

90%

95%

95%

Generation Capability

Generation
Profile

Economic
Dispatch

Generation Profile

Generation
Profile

Vintage #1 (2021)

Capital (2016$/kW)

Fixed O&M (2016$/kW/yr)
Variable O&M (2016$/MWh)

887
10.13
0.0

6,123
60.28
3.5

1,245
47.24
0.0

4,096
113.40
0.0

Vintage #2 (2023)

Capital (2016$/kW)

Fixed O&M (2016$/kW/yr)
Variable O&M (2016$/MWh)

839
10.13
0.0

5,552
55.89
3.5

1,186
45.77
0.0

3,736
109.80
0.0

Vintage #3 (2025)

Capital (2016$/kW)

Fixed O&M (2016$/kW/yr)
Variable O&M (2016$/MWh)

791
10.13
0.0

4,982
51.50
3.5

1,120
44.29
0.0

3,628
107.80
0.0

Vintage #4 (2030)

Capital (2016$/kW)

Fixed O&M (2016$/kW/yr)
Variable O&M (2016$/MWh)

671
10.13
0.0

3,551
40.53
3.5

928
40.60
0.0

3,357
102.90
0.0

Vintage #5 (2035)

Capital (2016$/kW)

Fixed O&M (2016$/kW/yr)
Variable O&M (2016$/MWh)

604
10.13
0.0

3,159
40.53
3.5

935
38.75
0.0

3,222
100.90
0.0

Vintage #6 (2040)

Capital (2016$/kW)

Fixed O&M (2016$/kW/yr)
Variable O&M (2016$/MWh)

536
10.13
0.0

3,008
40.53
3.5

928
36.91
0.0

3,087
98.80
0.0

Vintage #7 (2045)

Capital (2016$/kW)

Fixed O&M (2016$/kW/yr)
Variable O&M (2016$/MWh)

470
10.13
0.0

2,885
40.53
3.5

908
35.06
0.0

2,965
97.40
0.0

Vintage #8 (2050)

Capital (2016$/kW)

Fixed O&M (2016$/kW/yr)
Variable O&M (2016$/MWh)

403
10.13
0.0

2,783
40.53
3.5

877
33.22
0.0

2,843
96.10
0.0

14


-------
Table 23 Onshore Average Capacity Factor by Wind TRG and Vintage in the Low Renewable

Energy Technology Cost Scenario

TRG

Capacity Factor

Vintage #1 (2021-2054)

Vintage #2 (2030-2054)

Vintage #3 (2040-2054)

1

53%

56%

58%

2

51%

55%

57%

3

51%

55%

57%

4

50%

54%

56%

5

48%

53%

56%

6

45%

51%

54%

7

40%

46%

49%

8

33%

38%

41%

9

26%

32%

35%

10

17%

21%

23%

Table 24 Onshore Reserve Margin Contribution by Wind TRG and Vintage in the Low Renewable

Energy Technology Cost Scenario

TRG

Vintage #1 (2021-2054)

Vintage #2 (2030-2054)

Vintage #3 (2040-2054)

1

0% - 91%

0% - 96%

0%-100%

2

0% - 91%

0% - 97%

0%-100%

3

0% - 89%

0% - 96%

0%-100%

4

0% - 89%

0% - 96%

0%-100%

5

0% - 87%

0% - 95%

0%-100%

6

0% - 70%

0% - 79%

0% - 84%

7

0% - 67%

0% - 77%

0% - 82%

8

0% - 80%

0% - 93%

0%-100%

Table 25 Offshore Shallow Average Capacity Factor by Wind TRG and Vintage in the Low
Renewable Energy Technology Cost Scenario

TRG

Capacity Factor









Vintage #1 (2021-2054)

Vintage #2 (2030-2054)

Vintage #3 (2040-2054)

1

53%

54%

54%

2

48%

49%

50%

3

44%

45%

46%

Table 26 Offshore Shallow Reserve Margin Contribution by Wind TRG and Vintage in the
Low Renewable Energy Technology Cost Scenario

TRG

Vintage #1 (2021-2054)

Vintage #2 (2030-2054)

Vintage #3 (2040-2054)

1

0% - 57%

0% - 58%

0% - 58%

2

0% - 83%

0% - 85%

0% - 86%

3

0% - 93%

0% - 94%

0% - 96%

15


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Table 27 Offshore Mid-Depth Average Capacity Factor by Wind TRG and Vintage in the Low
Renewable Energy Technology Cost Scenario

TRG

Capacity Factor









Vintage #1 (2021-2054)

Vintage #2 (2030-2054)

Vintage #3 (2040-2054)

5

52%

53%

54%

6

49%

50%

50%

Table 28 Offshore Mid-Depth Reserve Margin Contribution by Wind TRG and Vintage in
the Low Renewable Energy Technology Cost Scenario

TRG

Vintage #1 (2021-2054)

Vintage #2 (2030-2054)

Vintage #3 (2040-2054)

5

0% - 57%

0% - 58%

0% - 58%

6

0% - 62%

0% - 63%

0% - 63%

Table 29 Offshore Deep Average Capacity Factor by Wind TRG and Vintage in the Low Renewable

Energy Technology Cost Scenario

TRG

Capacity Factor

Vintage #1 (2021-2054)

Vintage #2 (2030-2054)

Vintage #3 (2040-2054)

8

55%

56%

56%

Table 30 Offshore Deep Reserve Margin Contribution by Wind TRG and Vintage in the Low
Renewable Energy Technology Cost Scenario

TRG

Vintage #1 (2021-2054)

Vintage #2 (2030-2054)

Vintage #3 (2040-2054)

8

0% - 41%

0% - 42%

0% - 42%

Table 31 Solar Photovoltaic Reserve Margin Contribution by Resource Class in the Low
Renewable Energy Technology Cost Scenario



Resource Class

CO
CO

CO
CM

Reserve Margin Contribution

0% -13% 0% - 62% 0% - 73% 0% - 64% 0% - 87% 0% - 97% 0% - 92%

6. Higher Natural Gas Cost

EPA Platform v6 high gas price scenario run uses natural gas supply curves that reflect lower Estimated
Ultimate Recovery (EUR) growth and higher LNG exports. Natural gas prices in this scenario run are
between $3.27 and $5.61. This translates into 16% higher prices in 2030 and 31% higher prices by 2050
incremental to the initial run. The following summarizes the key drivers and associated assumptions that
are different from those in the initial run.

Exploration and Production Uncertainty

Natural gas market development remains imperative for continued supply growth. Petrochemical activity
both domestically and internationally as well as continued increases in power generation fueled by natural
gas will underpin the market growth. Absent such growth, development of incremental oil and gas from
lower cost plays will do nothing more than cannibalize development from less cost effective plays.
Awareness of which plays have a cost advantage and will hold up the best in such an environment is
important for capital preservation. Identifying the most robust assets is critical.

16


-------
Corresponding Well EUR Growth Adjustment

ICF employs a "learning curve" concept to estimate the contributions of changing technologies to the
hydrocarbon resource. The "learning curve" describes the aggregate influence of learning and new
technologies as having a certain percent effect on a key productivity measure (for example cost per unit
of output or feet drilled per rig per day) for each doubling of cumulative output volume or other measure of
industry/technology maturity. The learning curve shows that advances are rapid (measured as percent
improvement per period of time) in the early stages when industries or technologies are immature and
that those advances decline through time as the industry or technology matures.

In GMM, the learning curve concept is applied to the well EUR, the cumulative volume of hydrocarbon
that can be produced throughout the life of a well. In the EPA Platform v6 initial run, ICF estimates an
average of 20% EUR learning curve growth for every doubling of well completions. In other words, the
average EUR of a well is increased by 20% for every doubling of well completions. In the high gas price
scenario, the EUR improvement is assumed to be cut in half.

LNG Exports Uncertainty

In the global LNG market, there is significant uncertainty surrounding the total size of the market and the
market share that the US will be able to capture. Factors that could increase the size of the global LNG
market include:

•	Less natural gas supply development in other areas around the world

•	Less competition from international pipeline development

•	Environmental regulations in global markets that favor natural gas over coal and renewables

•	Faster rates of economic growth, particularly in Asia

•	Faster rates of natural gas demand growth in the power generation sector, also particularly in
Asia

•	Higher oil prices

•	Shift towards a larger spot market for LNG

•	Other LNG exporting nations have slower supply development

Corresponding LNG Exports Adjustment

The EPA Platform v6 high gas price scenario run assumes that there will be higher demand for LNG
exports from the U.S. and that there will be more export capacity built to accommodate that increased
demand. In addition to the export facilities assumed to be built in the EPA Platform v6 initial run, the high
gas price scenario run assumes that Corpus Christi Stage 3, Cameron LNG trains 4 and 5, Jordan Cove
LNG, Magnolia LNG, Lake Charles LNG, Driftwood LNG, and Rio Grande LNG will be built. Table 32
summarizes the LNG export assumptions in the EPA Platform v6 Initial run and the high gas price
scenario run. The high gas price scenarios run includes 8.2 Bcf/d of additional LNG exports from the US
in 2035 and 10.8 Bcf/d of additional LNG exports from the US in 2050.

Table 32 LNG Export Assumptions (Bcf/d)



EPA Platform v6 Initial Run

EPA Platform v6 High Gas Price
Scenario Run

2021

6.83

6.83

2023

8.42

8.42

2025

10.03

10.67

2030

12.72

15.78

2035

12.72

20.92

2040

12.98

23.74

2045

12.98

23.74

2050

12.98

23.74

17


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The natural gas supply curves and the natural gas seasonal price adders as implemented in the high gas
price scenario are shown in Table 51 and Table 52 respectively.

7. Tax Law Update

EPA Platform v6 tax law update scenario run incorporates updates to reflect The Tax Cuts and Jobs Act
of 20172. The capital charge rates in the tax law update run now vary by run year and are slightly lower
(less than 10% reduction) than those in the initial run. The discount rate increases from 3.9% to 4.25%.

The discussion below summarizes the revised assumptions.

7.1	Introduction

The new law lowered the federal corporate tax rate from 35% to 21% and made other changes in
corporate income tax provisions. As a result, the financing costs of power sector investments are now
expected to be lower than was the case prior to the passage of the bill, and lower than was in the EPA
Platform v6 initial run. The financing costs will decrease, all else held equal, because financing costs
include payment of income and other taxes necessary to recover and earn a return on capital; that level is
now lower. The two key financing parameters used in EPA's case—capital charge rate and discount
rate—reflect the now lower corporate income taxes:

•	Capital Charge Rate - The capital charge rate equals the ratio of the annuitized Earnings Before
Interest, Taxes, Depreciation, and Amortization (EBITDA) to investment (I) (i.e., EBITDA/I).
EBITDA equals the funds available to pay taxes and provide the required return on and of capital.

•	Weighted Average After Tax Cost of Capital (WACC) - The IPM model minimizes the
discounted costs and uses the WACC as its discount rate for calculating the present value of all
costs. The WACC is the average of two components: equity and debt. First, the WACC weights
required return on equity on an aftertax basis by the equity share of capitalization. Second, the
WACC weights the debt interest expense rate (usually the interest rate) on an aftertax basis; the
interest rate is multiplied by (1-income tax rate). The tax rate decreases the cost of interest
because of the tax deductibility of interest. The WACC is now higher because the corporate tax
rate is lower. As a result, future costs are discounted more relative to near term costs.

As discussed further below, interest expense is no longer fully deductible for a portion of the industry in a
given year, but is deductible in later years. In addition, the degree of deductibility in a given year varies
year by year with the variation affected by more than one factor. While the impact of various tax code
changes can cause the effectiveness of the tax shield as calculated to vary across time, a single WACC
is used in IPM.

7.2	Summary of Results
7.2.1 Capital Charge Rates

The real capital charge rate for a new combined cycle coming on-line in 2021 is the representative
investment for the real capital charge rate for exposition purposes. The first run year for EPA Platform v6
using IPM is 2021, and the combined cycle is the most frequently added new thermal power plant. (Table
37, Table 38, and Table 39 below present year-by-year and technology-by-technology results.) The real
capital charge rate for a new combined cycle on-line in 2021 decreases by approximately 0.49
percentage points due to the new tax law from the previous level of 9.15% (see Table 33). The decrease
is modestly higher for the independent power producer (IPP) sector compared to the utility sector as

2 The Tax Cuts and Jobs Act of 2017, Pub.L. 115-97.

18


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shown in Table 33. For example, the real capital charge rate of a new IPP combined cycle decreases
0.79 percentage points from 11.68% to 10.89%, which is a 6.8% decrease in the capital charge rate.

Table 33 Real Capital Charge Rate for New Combined Cycle

First Model Run Year (%

,3

Sector

Previous (A)

New (B)

Absolute Change
(B)-(A)

% Change
((B-A) /(A))*100

IPP

11.68

10.89

-0.79

-6.8

Utility

8.06

7.67

-0.39

-4.8

Blended (70% utility, 30% IPP)

9.15

8.66

-0.49

-5.4

7.2.2 WACC

Table 34 shows the absolute increase in the nominal WACC of 0.35 percentage point and the percentage
increase of approximately 6.0%. The WACC increases because the tax shield on debt decreases from
39.2% to 26.1%.4 In other words, as the tax rate decreases, the net, after-tax cost of debt increases and
incremental investments require a higher return. The increase in returns means future costs, including
return of and on capital, are discounted more relative to near term costs; having dollars sooner is more
valuable as the opportunity cost of deferring earnings increases. This is because discounting is the
inverse of compounding growth. The increase is larger for IPPs because of their higher debt interest rate
and debt share of capital.

The real WACC given an inflation assumption of 1,83%5 increases from 3.9% to 4.25%.

Table 34 After Tax Weighted Average Cost of Capital (WACC) - Nominal (%)

Sector

Previous (A)

New (B)

Absolute Change
(B)-(A)

% Change
((B-A) /(A))*100

IPP

7.88

8.40

+0.52

+6.6

Utility

4.92

5.20

+0.28

+5.7

Blended (70% utility 30% IPP)

5.81

6.16

+0.35

+6.0

3	The EPA Platform v6 initial run reflected a real capital charge rate for a new Combined Cycle of 9.13%. This was
the effect of weighting each parameter (e.g., debt share, ROE) by 70%:30% for utility and IPP builds, respectively,
and then calculating the actual capital charge rate. We are now calculating each capital charge rate (utility and IPP)
separately and then weight the results by the 70%:30% utility/IPP build ratio. This is because of the much greater
divergence between utilities and IPPs in terms of tax law. Specifically, utilities are the only companies exempted from
key provisions on depreciation, net operating losses, and tax deductibility. This minor refinement of the methodology
has a small impact on the calculation. Under the proposed new methodology, the real CCR for CC is higher by much
less than a percent - i.e., increases from 9.13% to 9.15%.

4	As noted, these tax rates include the impact of the average state income tax rate of 6.45%, which is deductible for
federal tax purposes.

5	Financial literature frequently uses nominal terms, and hence, we frequently present nominal results to facilitate
explanation. The expected inflation rate used to convert future nominal to constant real dollars is 1.83%. The future
inflation rate of 1.83% is based on an assessment of implied inflation from an analysis of yields on 10 year U.S.
Treasury securities and U.S. Treasury Inflation Protected Securities (TIPS) over a period of 5 years (2012-2016) with
a downward adjustment to account for the historically higher Consumer Price Index (CPI) inflation rate than Gross
Domestic Product (GDP) deflator (GDP deflator is the preferred measure of general economy wide inflation) inflation
rate over the 2007 to 2016 period.

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7.3 Federal Income Tax Law Changes

The four most significant changes in the federal corporate income tax code are:

•	Rate - Corporate tax rate is lowered 14 percentage points from 35%6 to 21%; the 21% rate is in
place starting in 2018 and remains in place indefinitely; the lower tax rate decreases financing
costs in all periods and all sectors, all else held equal. When state income taxes are included,
the average rate decreases 13.1 percentage points, from 39.2% to 26.1%.

•	Depreciation - The new tax law expands near term bonus depreciation (also referred to as
expensing) for the IPP sector until 2027.

•	Interest Expense - The new law lowers tax deductibility of interest expense for the IPP sector,
which continues indefinitely.

•	Net Operating Losses - The new law limits the use of Net Operating Losses (NOL).

Other important features of the new tax law include:

•	Annual Variation of Provisions - The legislation specifies permanent changes (tax rate and
NOL usage limit), and temporary changes that vary year-by-year through to 2027 (depreciation
and tax deductibility of interest) (See Table 35). This creates different capital charge rates for
each year through 2027. We calculate these parameters for IPM run years 2021, 2023, 2025,
and 2030 and thereafter. This set covers a wide range of financing conditions even though we do
not estimate every year.

Table 35 Summary Tax Changes

Parameter

Previous

20217

2023

2025

2030 and Later

Marginal Tax Rate -
Federal

35

21

21

21

21

Maximum NOL (Net
Operating Loss)
Carry Forward
Usage

No limit. All losses
in excess of
income are carried
forward and
usable
immediately.

Carry Forward
cannot exceed
80% of Taxable
Income

Carry Forward
cannot exceed
80% of Taxable
Income

Carry Forward
cannot exceed
80% of Taxable
Income

Carry Forward
cannot exceed 80%
of Taxable Income

Tax Deductibility of
Interest Expense

100%8

IPP 30% of
EBITDA;

Utilities MACRS

30% of EBIT;
Utilities MACRS

30% of EBIT;
Utilities MACRS

30% of EBIT;
Utilities MACRS

Bonus

Depreciation9

Q10

IPP 100%;
Utilities 0%

IPP 80%11;
Utilities 0%

IPP 40%12;
Utilities 0%

0

• Utilities Versus IPPs - The legislation treats utilities and non-utilities (Independent Power
Producers - IPPs) differently. The new tax code exempts utilities from changes in tax
deductibility of interest and accelerated depreciation. The financing assumptions used in IPM
modeling are a blend (weighted average) of the utility and IPP average. The weighting is 70%

6	The average state income tax rate is 6.45 percent. State income tax is deductible, and hence, the combined rate is
39.2% (39.2=35+(1-0.35)*6.45). Underthe new 21% rate, the new average combined rate is 26.1%.

7	IPM run years in the near term are 2021, 2023, 2025, and 2030.

8	No limit except losses in excess of income can be carried forward. The losses were limited to first few years.

9	Referred to as expensing. If depreciation exceeds income in first year, it can be carried forward to succeeding
years up to 80% of EBITDA.

10	Bonus depreciation was available but only in the period before IPM runs, and only for new equipment.

11	For thermal power plants coming on line in 2023, the 100% would apply only to costs incurred through end of 2022.
We are hence assuming practically all capital costs are incurred prior to 2023.

12	Remaining basis depreciated at MACRS schedule.

20


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utility and 30% IPP, and hence, the greatest weight is on the least affected sector. This partly
mitigates the impacts of the changes. However, potentially offsetting is the IPP sector's heavy
reliance on high cost debt financing, and the high capital intensity of power production.

•	Partly Offsetting Effects - The changes in the tax code affecting IPPs include offsetting effects
that yield net lower costs. The constraints on interest expense deductions and NOL usage raise
financing costs, while bonus depreciation and the lower tax rate lower costs (all else held equal).
If the only change for IPPs was the federal corporate tax rate being set to 21% - i.e., other tax law
changes affecting IPPs only did not occur-the impact on the real capital charge rate would have
been similar. That is, the real IPP capital charge rate would have been 10.99% versus 10.89%
for the impact of all changes.

•	Near Term Versus Long Term - Overtime, IPP costs increase because of the higher interest
costs due to restricted deductibility and lower IPP decreased bonus depreciation (see Table 36).

Table 36 Impacts Over Time - Capital Charge Rate New Combined Cycle (%)

Year

Utility

IPP

Blended

2021

7.67

10.89

8.64

2023

7.67

10.89

8.64

2025

7.67

10.97

8.66

2030 and Beyond

7.67

11.33

8.77

• Renewables - The legislation has minor direct potential impacts on the renewable sector's tax
credits via the Base Erosion Anti-Abuse Tax (BEAT). The maximum effect of BEAT could
decrease the value of PTC and ITC by up to 20%13; estimates of the expected impact are not yet
available. In addition, the total decrease in corporate income taxes may decrease tax credit
appetite accordingly. Nevertheless, as we lack requisite data at this time we do not apply any
additional changes to renewable financing beyond the above-mentioned changes, which affect all
capacity types.

7.4 Capital Charge Rates: Utility, IPP, Blended Impacts - All Technologies

We summarize capital charge rates by plant types in Table 37, Table 38 and Table 39; these vary
because of different financing risks and costs, lifetimes, and depreciation schedules.

13 https://www.conqress.qov/115/bills/hr1/BILLS-115hr1enr.xml. "Part VII - Base Erosion and Anti-Abuse Tax, Sec
59A, Tax in Base Erosion Payments of Taxpayers with Substantial Gross Receipts, (b), (1), (B), (ii), (II) the portion of
the applicable section 38 credits not in excess of 80 percent of the lesser of the amount..."

See also https://www.mwe.com/en/thouaht-leadership/publications/2017/12/renewable-enerav-tax-bill-update-no-
chanqe-ptc-itc. A company's regular tax liability reflects certain credits that make it more likely that such a company
is subject to the BEAT. However, the Bill provides that only 20 percent of the PTC and ITC be taken into account.
Thus, 20 percent of the PTC and ITC might be denied depending on a company's BEAT status and relevant
computations in a given year.

21


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Table 37 Real Capital Charge Rate - Blended (%)

New Investment Technology Capital
Hybrid (70/30 Utility/Merchant)

Previous
Capital
Charge
Rate14

Revised to
Incorporate
New Tax
Code - 2021

Revised to
Incorporate
New Tax
Code -
2023

Revised to
Incorporate
New Tax
Code - 2025

Revised to
Incorporate
New Tax
Code - 2030
and Beyond

Environmental Retrofits - Utility Owned

11.29%

10.77%

10.77%

10.77%

10.77%

Environmental Retrofits - Merchant
Owned

15.62%

14.05%

14.05%

14.12%

14.54%

Advanced Combined Cycle

9.13%

8.64%

8.64%

8.66%

8.77%

Advanced Combustion Turbine

9.42%

9.02%

9.02%

9.02%

9.10%

Ultra Supercritical Pulverized Coal
without Carbon Capture15

11.80%

10.96%

10.96%

11.01%

11.18%

Ultra Supercritical Pulverized Coal with
Carbon Capture

8.76%

8.31%

8.31%

8.32%

8.43%

Nuclear

8.56%

8.31%

8.31%

8.33%

8.43%

Nuclear without Production Tax Credit

8.56%

8.31%

8.31%

8.33%

8.43%

Nuclear with Production Tax Credit16

7.20%

7.10%

7.09%

7.10%

7.19%

Biomass

8.47%

8.14%

8.12%

8.12%

8.12%

Wind, Landfill Gas, Solar and
Geothermal

10.00%

9.79%

9.78%

9.77%

9.77%

Hydro

8.53%

8.09%

8.09%

8.11%

8.21%

Table 38 Real Capital Charge Rate - IPP (%)

New Investment Technology
Capital (IPP)

Previous
Capital
Charge
Rate -
100% IPP

Revised to
Incorporate
New Tax
Code - 2021

Revised to
Incorporate
New Tax
Code - 2023

Revised to
Incorporate
New Tax
Code - 2025

Revised to
Incorporate
New Tax
Code - 2030
and Beyond

Environmental Retrofits - Merchant
Owned

15.62%

14.05%

14.05%

14.12%

14.54%

Advanced Combined Cycle

11.68%

10.89%

10.89%

10.97%

11.33%

Advanced Combustion Turbine

12.84%

11.83%

11.81%

11.81%

12.07%

Ultra Supercritical Pulverized Coal
without Carbon Capture

15.90%

14.05%

14.06%

14.23%

14.78%

Ultra Supercritical Pulverized Coal
with Carbon Capture

12.48%

11.22%

11.22%

11.27%

11.62%

Nuclear without Production Tax
Credit

11.99%

11.22%

11.22%

11.29%

11.62%

Nuclear with Production Tax Credit

9.99%

9.71%

9.69%

9.71%

10.00%

Biomass

10.83%

10.60%

10.56%

10.53%

10.53%

14	These capital charge rates are from the EPA Platform v6 initial run and were estimated by weighting each
parameter (e.g., debt share, ROE) by 70%:30% for utility and IPP builds, respectively, and then calculating the actual
capital charge rate.

15	EPA has adopted the procedure followed in ElA's Annual Energy Outlook 2013; the capital charge rates shown for
Supercritical Pulverized Coal and Integrated Gasification Combined Cycle (IGCC) without Carbon Capture include a
3% adder to the cost of debt and equity. See Levelized Cost of New Generation Resources in the Annual Energy
Outlook 2013 (p.2), http://www.eia.gov/forecasts/aeo/er/pdf/electricitv qeneration.pdf

16	The Energy Policy Act of 2005 (Sections 1301, 1306, and 1307) provides a production tax credit (PTC) of 18
mills/kWh for 8 years up to 6,000 MW of new nuclear capacity. The financial impact of the credit is reflected in the
capital charge rate shown in for "Nuclear with Production Tax Credit (PTC)." NEEDS v6 integrates 2,200 MW of new
nuclear capacity at Vogtle nuclear power plant. Therefore, in EPA Platform v6 only 3,800 MW of incremental new
nuclear capacity will be provided with this tax credit.

22


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New Investment Technology
Capital (IPP)

Previous
Capital
Charge
Rate -
100% IPP

Revised to
Incorporate
New Tax
Code - 2021

Revised to
Incorporate
New Tax
Code - 2023

Revised to
Incorporate
New Tax
Code - 2025

Revised to
Incorporate
New Tax
Code - 2030
and Beyond

Wind, Landfill Gas, Solar and
Geothermal

11.92%

11.77%

11.73%

11.70%

11.70%

Hydro

11.32%

10.61%

10.61%

10.67%

11.01%

Table 39 Real Capital Charge Rate - Utility (%)





New Investment Technology
Capital Utility

Previous

Capital

Charge

Rate -

100%

Utility

Revised to
Incorporate
New Tax
Code - 2021

Revised to
Incorporate
New Tax
Code - 2023

Revised to
Incorporate
New Tax
Code - 2025

Revised to
Incorporate
New Tax
Code - 2030
and Beyond



Environmental Retrofits - Utility
Owned

11.29%

10.77%

10.77%

10.77%

10.77%



Advanced Combined Cycle

8.06%

7.67%

7.67%

7.67%

7.67%



Advanced Combustion Turbine

8.17%

7.82%

7.82%

7.82%

7.82%



Ultra Supercritical Pulverized Coal
without Carbon Capture

10.20%

9.63%

9.63%

9.63%

9.63%



Ultra Supercritical Pulverized Coal
with Carbon Capture

7.41%

7.06%

7.06%

7.06%

7.06%



Nuclear without Production Tax
Credit

7.36%

7.06%

7.06%

7.06%

7.06%



Nuclear with Production Tax Credit

6.17%

5.98%

5.98%

5.98%

5.98%



Biomass

7.36%

7.08%

7.08%

7.08%

7.08%



Wind, Landfill Gas, Solar and
Geothermal

9.18%

8.94%

8.94%

8.94%

8.94%



Hydro

7.42%

7.01%

7.01%

7.01%

7.01%

7.5 Background, Caveats, Implications and Perspectives
7.5.1 Combined Cycle Parameters

As a reminder, the EPA Platform v6 financing assumptions and results include the following parameters
for a new combined cycle (see Table 40).

Table 40 New Combined Cycle - Selected Unchanged Parameters (%)

Parameter

Value

Debt Equity Utility

50:50

Debt Equity IPP - Combined Cycle

55:45

ROE - Utility

7.2

ROE - IPP

12.16

Debt Interest Rate - Utility

4.33

Debt Interest Rate - IPP

7.2

Share of Utility and IPP in Blended Average

70:30

State income tax rate

6.45

General Inflation Rate

1.83

Risk Free Rate

3.45

23


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7.5.2 Capital Charge Rate Change - Illustrative Example of Price Impacts

In a competitive market, price equals marginal cost. If a new combined cycle is the marginal new power
plant, the lower capital charge rate would lower marginal cost and power price. The determination of
average wholesale power price involves many factors including reserve costs, fuel costs, the variation in
demand and supply fundamentals, etc. However, the average cost of a combined cycle correlates with
long term average price if it is the marginal unit on a prolonged basis. Therefore, to understand
approximately the impact on power price of the change in the capital charge rate, the following calculation
is presented in Table 41.

If a new combined cycle costs approximately $1,000/kWto build, the new tax law lowers the annual
levelized real costs by $4.90/kW (0.49 % percentage point change shown above in Table 37, times a
capital cost of $1000/KW). If the unit dispatches at an annual capacity factor of 55%17, this reduction in
capital charge rate decreases the levelized costs of the unit by $1.01/MWh18. If fuel costs are assumed to
be $24.5/MWh19 and non-fuel operating and maintenance costs are assumed to be $5/MWh, the
reduction in levelized real cost are about 2.1%.20 The impact is less than the 5.3% decrease in the capital
cost (i.e., a decrease of 2.1% a compared to a decrease of 5.3%) because two-thirds of the costs are not
capital related. The summary results are shown in Table 41.

Table 41 Illustrative Costs of New Combined Cycle ($/MWh)

Cost

Previous

Revised

Absolute Change

% Change

Fuel

24.5

24.5

0

0

Non Fuel Operating and Maintenance

5.0

5.0

0

0

Capital

19.0

18.0

-1

-5.3

Total

48.5

47.5

-1

-2.1

7.5.3 Capital Charge Rate Changes - Share of Total Income Tax Contribution to Capital Charge
Rates

If under the previous corporate income tax law, the corporate tax rate was zero (i.e., no income taxes
state or federal), and there were no other changes, the capital charge rate would have fallen from 9.15%
to 8.06% (absolute decrease of 1.09%), or approximately 12% decrease on a percentage basis. Thus,
the 9.15% to 8.67% actual decrease of 0.48% percentage point is approximately 44% of the maximum
decrease (0.48/1.09).

Table 42 Illustrative Capital Charge Rate21 - New Combined Cycle %)

Federal Tax Rate (%)

Capital Charge Rate - New Combined Cycle (%)

35

9.15

21

8.67

0

8.06

17	The average capacity factor for natural gas fired combined cycle units in the U.S. in the last three years was
approximately 55%. See https://www.eia.gov/electricitv/monthlv/epm table arapher.php?t=epmt 6 07 a

18	This compares to the original annualized capital costs of $18.99/MWh based on a capital charge rate of 9.15%
(0.0915*$1000/kW*1000kW/MW*(1/8760 hrs)*(1/0.55 CF) = $18.99/MWh). The reduction in levelized costs is
0.0049*$1000/kW*1 OOOkW/MW *(1/8760 hrs) x (1/0.55CF)=$1,01/MWh.

19	Assumes for illustrative purposes, heat rate of 7,000 Btu/KWh and a delivered natural gas fuel cost of $3.5/MMBtu.

20	Total Levelized costs of $48.5/MWh = $19/MWh annualized capital +$24.5$/MWh fuel +$5.0/MWh O&M.
$1,01/MWh is 2.1 % of this cost.

21	Blended combining utility and IPP capital charge rates.

24


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7.5.4 Taxes and After Tax Return on Equity Levels

This analysis assumes that the after tax required return on equity (ROE) does not increase. However, it
is possible that as the tax rate is lowered, the after tax cost of equity capital increases, all else held equal.
For illustration, see Figure 7-1 where the lowering of the tax increases the aftertax ROE (Y-axis is return
in percentage, and the x-axis is quantity of equity). In this illustration, the vertical distance between the
supply curves (for a given quantity of equity supplied to the market) going from no tax to a higher tax level
is the extra return required to cover corporate income taxes. As the tax rate decreases, the equilibrium
point (intersection of demand and supply curves) implies greater investment22 and a higher aftertax ROE.
This analysis would apply also to any tax reduction, and vice versa, all else held equal.

It is beyond the scope of the present analysis to try to estimate the effects of the change in tax rates on
required returns. The supply and demand for equity is economy wide and modeling it would require an
analysis of the entire economy.

Figure 7-1 Supply and Demand of Equity under Varying Tax Rates - Illustrative

25
20

'5 15

O"

c
o
c

I—

3

4->


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List of tables that are directly uploaded to the web:

Table 43 Regional Net Internal Demand for the High Demand Scenario

Table 44 Regional Net Internal Demand for the Low Demand Scenario

Table 45 Wind Generation Profiles in the High Renewable Energy Technology Cost Scenario

Table 46 Solar Photovoltaic Generation Profiles in the High Renewable Energy Technology Cost
Scenario

Table 47 Solar Photovoltaic Capacity Factor by Resource Class and Cost Class in the High Renewable
Energy Technology Cost Scenario

Table 48 Wind Generation Profiles in the Low Renewable Energy Technology Cost Scenario

Table 49 Solar Photovoltaic Generation Profiles in the Low Renewable Energy Technology Cost Scenario

Table 50 Solar Photovoltaic Capacity Factor by Resource Class and Cost Class in the Low Renewable
Energy Technology Cost Scenario

Table 51 Natural Gas Supply Curves for the Higher Natural Gas Cost Scenario
Table 52 Natural Gas Seasonal Price Adders for the Higher Natural Gas Cost Scenario

26


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